{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def display(display_list):\n",
    "    plt.figure(figsize=(15, 15))\n",
    "    \n",
    "    title = ['Input Image', 'True Mask', 'Predicted Mask']\n",
    "\n",
    "    for i in range(len(display_list)):\n",
    "        plt.subplot(1, len(display_list), i+1)\n",
    "        plt.title(title[i])\n",
    "        plt.imshow(tf.keras.preprocessing.image.array_to_img(display_list[i]))\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "from unsupervised_llamas.label_scripts.spline_creator import get_horizontal_values_for_four_lanes\n",
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "import json\n",
    "import os\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.interpolate import interp1d\n",
    "\n",
    "\n",
    "LLAMAS_SHAPE = (717, 1276)\n",
    "DTYPE = tf.float32\n",
    "\n",
    "def resize_img(img, shape):\n",
    "    w = img.shape[1]\n",
    "    h = img.shape[0]\n",
    "    \n",
    "    ratio = shape[1] / shape[0]\n",
    "    \n",
    "    tgt = img[h-int(w/ratio):h,0:w]\n",
    "    tgt = cv2.resize(tgt, (shape[1], shape[0]))\n",
    "    return tgt.astype(np.float32) / 255\n",
    "    #return tgt\n",
    "    \n",
    "class LlamasDS:\n",
    "    def __init__(self, cls_shape, image_shape):\n",
    "        self.cls_shape = cls_shape\n",
    "        self.image_shape = image_shape\n",
    "        \n",
    "    def load_image(self, file):\n",
    "        file = file.numpy().decode(\"utf-8\")\n",
    "\n",
    "        with open(file, 'r') as fp:\n",
    "            meta = json.load(fp)\n",
    "        image_path = os.path.dirname(file)\n",
    "        image_path = image_path.replace('/labels/', '/color_images/')\n",
    "        img_name = meta['image_name'] + '_color_rect.png'\n",
    "        fname = os.path.join(image_path, img_name)\n",
    "        img = cv2.imread(fname)\n",
    "        \n",
    "        return img\n",
    "    \n",
    "    def read_image(self, file):\n",
    "        img = self.load_image(file)\n",
    "        img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n",
    "        \n",
    "        return resize_img(img, self.image_shape)\n",
    "\n",
    "    def generate_grid_llamas(self, file):\n",
    "        #img = self.load_image(file)\n",
    "        file = file.numpy().decode(\"utf-8\")\n",
    "        lanes = get_horizontal_values_for_four_lanes(file)\n",
    "        lanes = np.array(lanes)\n",
    "        \n",
    "        gt = np.zeros(self.cls_shape)\n",
    "        \n",
    "        #return generate_grid([lines[1], lines[2]], self.cls_shape, img.shape, self.image_shape)\n",
    "    \n",
    "        for y in range(self.cls_shape[1]):\n",
    "            yf = y / self.cls_shape[1]\n",
    "            ly = int(lanes.shape[1] * yf)\n",
    "\n",
    "            lx = lanes.T[ly,:]\n",
    "\n",
    "            invalids = np.where(lx == -1)\n",
    "\n",
    "            xf = lx / LLAMAS_SHAPE[1]\n",
    "            x = np.round(xf * self.cls_shape[0]-1).astype(np.int)\n",
    "\n",
    "            x[invalids] = self.cls_shape[0]-1\n",
    "\n",
    "            # delete unused lanes\n",
    "            x = np.delete(x, (0,3))\n",
    "\n",
    "            for i in range(len(x)):\n",
    "                gt[x[i],y,i] = 1\n",
    "        \n",
    "        return gt\n",
    "\n",
    "    def process_json(self, json):\n",
    "        img = tf.py_function(self.read_image, [json], Tout=DTYPE)\n",
    "        grid = tf.py_function(self.generate_grid_llamas, [json], Tout=DTYPE)\n",
    "\n",
    "        img = tf.reshape(img, shape=self.image_shape)\n",
    "        grid = tf.reshape(grid, shape=self.cls_shape)\n",
    "        return img, grid\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "BASE_PATH = '../../llamas/labels/'\n",
    "PARALLEL_JOBS = 4\n",
    "\n",
    "NUM_LANES = 2\n",
    "INPUT_SHAPE = (288, 800, 3)\n",
    "CLS_SHAPE = (100, 20, NUM_LANES)\n",
    "\n",
    "SHUFFLE_SIZE = 100000\n",
    "TAKE_LLAMAS_MAX = 1024\n",
    "\n",
    "llds = LlamasDS(CLS_SHAPE, INPUT_SHAPE)\n",
    "\n",
    "llamas_train_ds = tf.data.Dataset.list_files(os.path.join(BASE_PATH, 'train', '*/*.json'))\n",
    "llamas_valid_ds = tf.data.Dataset.list_files(os.path.join(BASE_PATH, 'valid', '*/*.json'))\n",
    "\n",
    "llamas_train_ds = llamas_train_ds.shuffle(SHUFFLE_SIZE)\n",
    "llamas_train_ds = llamas_train_ds.take(TAKE_LLAMAS_MAX)\n",
    "llamas_train_ds = llamas_train_ds.map(llds.process_json, num_parallel_calls=PARALLEL_JOBS)\n",
    "\n",
    "llamas_validtest_ds = llamas_valid_ds.shuffle(SHUFFLE_SIZE)\n",
    "llamas_validtest_ds = llamas_valid_ds.take(TAKE_LLAMAS_MAX)\n",
    "llamas_valid_ds = llamas_valid_ds.shard(num_shards=2, index=0)\n",
    "llamas_test_ds = llamas_valid_ds.shard(num_shards=2, index=1)\n",
    "\n",
    "llamas_valid_ds = llamas_valid_ds.map(llds.process_json, num_parallel_calls=PARALLEL_JOBS)\n",
    "llamas_test_ds = llamas_test_ds.map(llds.process_json, num_parallel_calls=PARALLEL_JOBS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for img, mask in llamas_test_ds.take(1):\n",
    "    #mask = tf.nn.softmax(mask,axis=0)\n",
    "    #print(mask[-1])\n",
    "    m = tf.zeros((CLS_SHAPE[0],CLS_SHAPE[1],3-CLS_SHAPE[2]), dtype=DTYPE)\n",
    "    m = tf.concat([mask, m], -1)\n",
    "    display([img, np.flipud(np.rot90(m))])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "from models.ultrafast import UltraFastNet\n",
    "\n",
    "\n",
    "NUM_LANES = CLS_SHAPE[-1]\n",
    "\n",
    "ufm = UltraFastNet(num_lanes=NUM_LANES, size=INPUT_SHAPE[0:2], cls_dim=CLS_SHAPE, use_aux=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"ultra_fast_net_1\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "backbone_1 (Backbone)        multiple                  11190912  \n",
      "_________________________________________________________________\n",
      "cls (Sequential)             (None, 4000)              11884448  \n",
      "_________________________________________________________________\n",
      "pool (Conv2D)                multiple                  4104      \n",
      "_________________________________________________________________\n",
      "softmax_1 (Softmax)          multiple                  0         \n",
      "=================================================================\n",
      "Total params: 23,079,464\n",
      "Trainable params: 23,069,864\n",
      "Non-trainable params: 9,600\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "adam = tf.keras.optimizers.Adam(\n",
    "   # 4e-4\n",
    ")\n",
    "\n",
    "def focal_loss(gamma=2., alpha=4.):\n",
    "    # https://www.dlology.com/blog/multi-class-classification-with-focal-loss-for-imbalanced-datasets/\n",
    "    \n",
    "    gamma = float(gamma)\n",
    "    alpha = float(alpha)\n",
    "\n",
    "    def focal_loss_fixed(y_true, y_pred):\n",
    "        \"\"\"Focal loss for multi-classification\n",
    "        FL(p_t)=-alpha(1-p_t)^{gamma}ln(p_t)\n",
    "        Notice: y_pred is probability after softmax\n",
    "        gradient is d(Fl)/d(p_t) not d(Fl)/d(x) as described in paper\n",
    "        d(Fl)/d(p_t) * [p_t(1-p_t)] = d(Fl)/d(x)\n",
    "        Focal Loss for Dense Object Detection\n",
    "        https://arxiv.org/abs/1708.02002\n",
    "\n",
    "        Arguments:\n",
    "            y_true {tensor} -- ground truth labels, shape of [batch_size, num_cls]\n",
    "            y_pred {tensor} -- model's output, shape of [batch_size, num_cls]\n",
    "\n",
    "        Keyword Arguments:\n",
    "            gamma {float} -- (default: {2.0})\n",
    "            alpha {float} -- (default: {4.0})\n",
    "\n",
    "        Returns:\n",
    "            [tensor] -- loss.\n",
    "        \"\"\"\n",
    "        epsilon = 1.e-9\n",
    "        #y_true = tf.convert_to_tensor(y_true, tf.float32)\n",
    "        y_pred = tf.convert_to_tensor(y_pred, tf.float32)\n",
    "        \n",
    "        #y_pred = tf.nn.softmax(y_pred, axis=1)\n",
    "\n",
    "        model_out = y_pred + epsilon\n",
    "        ce = y_true * -tf.math.log(model_out)\n",
    "        weight = y_true * tf.math.pow(1. - model_out, gamma)\n",
    "        fl = alpha * weight * ce\n",
    "        reduced_fl = tf.math.reduce_max(fl, axis=1)\n",
    "        return tf.math.reduce_mean(reduced_fl)\n",
    "    return focal_loss_fixed\n",
    "\n",
    "def loss(y_true, y_pred):\n",
    "    #y_pred = tf.nn.softmax(y_pred, axis=0)\n",
    "    cce = tf.keras.losses.CategoricalCrossentropy(from_logits=False)\n",
    "    return cce(y_true, y_pred)\n",
    "\n",
    "ufm.compile(optimizer=adam, loss=focal_loss(), metrics=['accuracy'])\n",
    "ufm.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train for 128 steps, validate for 39 steps\n",
      "Epoch 1/20\n",
      "128/128 [==============================] - 32s 247ms/step - loss: 4.8301 - accuracy: 0.5016 - val_loss: 3.8825 - val_accuracy: 0.5430\n",
      "Epoch 2/20\n",
      "128/128 [==============================] - 29s 226ms/step - loss: 3.1379 - accuracy: 0.5008 - val_loss: 4.4142 - val_accuracy: 0.5104\n",
      "Epoch 3/20\n",
      "128/128 [==============================] - 28s 218ms/step - loss: 2.6236 - accuracy: 0.5019 - val_loss: 2.3081 - val_accuracy: 0.5026\n",
      "Epoch 4/20\n",
      "128/128 [==============================] - 27s 214ms/step - loss: 2.1293 - accuracy: 0.4932 - val_loss: 2.1533 - val_accuracy: 0.4964\n",
      "Epoch 5/20\n",
      "128/128 [==============================] - 27s 213ms/step - loss: 2.1016 - accuracy: 0.5025 - val_loss: 3.5481 - val_accuracy: 0.5081\n",
      "Epoch 6/20\n",
      "128/128 [==============================] - 27s 215ms/step - loss: 1.7727 - accuracy: 0.5047 - val_loss: 1.8770 - val_accuracy: 0.5150\n",
      "Epoch 7/20\n",
      "128/128 [==============================] - 27s 214ms/step - loss: 1.7845 - accuracy: 0.5152 - val_loss: 3.5205 - val_accuracy: 0.5136\n",
      "Epoch 8/20\n",
      "128/128 [==============================] - 31s 244ms/step - loss: 1.6792 - accuracy: 0.5031 - val_loss: 4.1750 - val_accuracy: 0.5153\n",
      "Epoch 9/20\n",
      "128/128 [==============================] - 29s 230ms/step - loss: 1.7096 - accuracy: 0.5063 - val_loss: 10.6311 - val_accuracy: 0.6003\n",
      "Epoch 10/20\n",
      "128/128 [==============================] - 27s 212ms/step - loss: 1.5876 - accuracy: 0.5054 - val_loss: 4.8949 - val_accuracy: 0.5225\n",
      "Epoch 11/20\n",
      "128/128 [==============================] - 27s 214ms/step - loss: 1.5898 - accuracy: 0.4975 - val_loss: 1.8577 - val_accuracy: 0.4982\n",
      "Epoch 12/20\n",
      "128/128 [==============================] - 27s 210ms/step - loss: 1.5651 - accuracy: 0.5064 - val_loss: 1.6118 - val_accuracy: 0.5100\n",
      "Epoch 13/20\n",
      "128/128 [==============================] - 27s 209ms/step - loss: 1.4789 - accuracy: 0.5029 - val_loss: 14.2765 - val_accuracy: 0.6382\n",
      "Epoch 14/20\n",
      "128/128 [==============================] - 27s 210ms/step - loss: 1.6817 - accuracy: 0.5037 - val_loss: 12.4452 - val_accuracy: 0.6023\n",
      "Epoch 15/20\n",
      "128/128 [==============================] - 27s 208ms/step - loss: 1.7645 - accuracy: 0.4939 - val_loss: 1.8390 - val_accuracy: 0.5079\n",
      "Epoch 16/20\n",
      "128/128 [==============================] - 27s 213ms/step - loss: 1.4948 - accuracy: 0.4967 - val_loss: 1.7775 - val_accuracy: 0.4953\n",
      "Epoch 17/20\n",
      "128/128 [==============================] - 26s 206ms/step - loss: 1.5562 - accuracy: 0.4962 - val_loss: 1.5103 - val_accuracy: 0.5021\n",
      "Epoch 18/20\n",
      "128/128 [==============================] - 28s 222ms/step - loss: 1.4884 - accuracy: 0.5054 - val_loss: 1.7975 - val_accuracy: 0.5133\n",
      "Epoch 19/20\n",
      "128/128 [==============================] - 29s 229ms/step - loss: 1.3445 - accuracy: 0.5061 - val_loss: 1.9850 - val_accuracy: 0.5230\n",
      "Epoch 20/20\n",
      "128/128 [==============================] - 30s 235ms/step - loss: 1.4046 - accuracy: 0.5098 - val_loss: 1.6922 - val_accuracy: 0.5119\n"
     ]
    }
   ],
   "source": [
    "EPOCHS = 20\n",
    "BATCH_SIZE = 8\n",
    "PREFETCH_SIZE = 100\n",
    "\n",
    "train_ds = llamas_train_ds.batch(BATCH_SIZE)\n",
    "train_ds = train_ds.prefetch(PREFETCH_SIZE)\n",
    "\n",
    "valid_ds = llamas_valid_ds.take(int(TAKE_LLAMAS_MAX * 0.3)).batch(BATCH_SIZE)\n",
    "valid_ds = valid_ds.prefetch(PREFETCH_SIZE)\n",
    "\n",
    "history = ufm.fit(train_ds, validation_data=valid_ds, epochs=EPOCHS, verbose=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.03720998764038086\n",
      "tf.Tensor(0.9999924, shape=(), dtype=float32) tf.Tensor(40.0, shape=(), dtype=float32)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.02889227867126465\n",
      "tf.Tensor(0.99963284, shape=(), dtype=float32) tf.Tensor(40.0, shape=(), dtype=float32)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.029087543487548828\n",
      "tf.Tensor(0.9996705, shape=(), dtype=float32) tf.Tensor(40.0, shape=(), dtype=float32)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.030805349349975586\n",
      "tf.Tensor(0.9999914, shape=(), dtype=float32) tf.Tensor(40.0, shape=(), dtype=float32)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.02930760383605957\n",
      "tf.Tensor(0.9961436, shape=(), dtype=float32) tf.Tensor(40.0, shape=(), dtype=float32)\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for img, mask in llamas_test_ds.take(5):\n",
    "    s = time.time()\n",
    "    pred = ufm.predict(tf.expand_dims(img, axis=0))\n",
    "    e = time.time()\n",
    "    \n",
    "    print(e-s)\n",
    "    \n",
    "    pred = pred[0]\n",
    "    \n",
    "    #pred = tf.nn.softmax(pred, axis=1)\n",
    "    print(tf.math.reduce_max(pred), tf.math.reduce_sum(pred))\n",
    "    #print(pred)\n",
    "    m = tf.zeros((CLS_SHAPE[0],CLS_SHAPE[1],3-CLS_SHAPE[2]), dtype=DTYPE)\n",
    "    m = tf.concat([pred, m], -1)\n",
    "    \n",
    "    m2 = tf.zeros((CLS_SHAPE[0],CLS_SHAPE[1],3-CLS_SHAPE[2]), dtype=DTYPE)\n",
    "    m2 = tf.concat([mask, m2], -1)\n",
    "    \n",
    "    display([img, np.flipud(np.rot90(m2)), np.flipud(np.rot90(m))])\n",
    "    #print(tf.math.reduce_sum(m))\n",
    "    #l = tf.keras.losses.categorical_crossentropy(mask, pred)\n",
    "    #print(tf.math.reduce_sum(l))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f87f8c98e90>]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_loss = history.history['loss']\n",
    "y_accuracy = history.history['accuracy']\n",
    "y_valloss = history.history['val_loss']\n",
    "y_valaccuracy = history.history['val_accuracy']\n",
    "\n",
    "fig, ax1 = plt.subplots()\n",
    "ax1.set_xlabel('Epoch')\n",
    "ax1.set_ylabel('Loss')\n",
    "ax1.plot(range(EPOCHS), y_loss)\n",
    "ax1.plot(range(EPOCHS), y_valloss, color='green')\n",
    "ax2 = ax1.twinx() \n",
    "ax2.set_ylabel('Accuracy')\n",
    "ax2.plot(range(EPOCHS), y_accuracy, color='orange')\n",
    "ax2.plot(range(EPOCHS), y_valaccuracy, color='red')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
